Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 24000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 22 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 5.1 MiB |
| Average record size in memory | 222.0 B |
Variable types
| Numeric | 20 |
|---|---|
| Categorical | 4 |
| Dataset has 22 (0.1%) duplicate rows | Duplicates |
RETRASO_PAGO_ESTADO_4 is highly overall correlated with RETRASO_PAGO_ESTADO_5 and 8 other fields | High correlation |
RETRASO_PAGO_ESTADO_5 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 9 other fields | High correlation |
RETRASO_PAGO_ESTADO_6 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 10 other fields | High correlation |
RETRASO_PAGO_ESTADO_7 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 9 other fields | High correlation |
RETRASO_PAGO_ESTADO_8 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 7 other fields | High correlation |
RETRASO_PAGO_ESTADO_9 is highly overall correlated with RETRASO_PAGO_ESTADO_6 and 2 other fields | High correlation |
DEUDA_MES_4 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 11 other fields | High correlation |
DEUDA_MES_5 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 13 other fields | High correlation |
DEUDA_MES_6 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 13 other fields | High correlation |
DEUDA_MES_7 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 12 other fields | High correlation |
DEUDA_MES_8 is highly overall correlated with RETRASO_PAGO_ESTADO_4 and 11 other fields | High correlation |
DEUDA_MES_9 is highly overall correlated with RETRASO_PAGO_ESTADO_5 and 9 other fields | High correlation |
PAGO_MES_4 is highly overall correlated with DEUDA_MES_4 and 4 other fields | High correlation |
PAGO_MES_5 is highly overall correlated with DEUDA_MES_4 and 6 other fields | High correlation |
PAGO_MES_6 is highly overall correlated with DEUDA_MES_4 and 6 other fields | High correlation |
PAGO_MES_7 is highly overall correlated with DEUDA_MES_4 and 8 other fields | High correlation |
PAGO_MES_8 is highly overall correlated with DEUDA_MES_5 and 7 other fields | High correlation |
PAGO_MES_9 is highly overall correlated with DEUDA_MES_6 and 5 other fields | High correlation |
PAGO_MES_8 is highly skewed (γ1 = 30.50317256) | Skewed |
RETRASO_PAGO_ESTADO_4 has 13031 (54.3%) zeros | Zeros |
RETRASO_PAGO_ESTADO_5 has 13550 (56.5%) zeros | Zeros |
RETRASO_PAGO_ESTADO_6 has 13171 (54.9%) zeros | Zeros |
RETRASO_PAGO_ESTADO_7 has 12647 (52.7%) zeros | Zeros |
RETRASO_PAGO_ESTADO_8 has 12607 (52.5%) zeros | Zeros |
RETRASO_PAGO_ESTADO_9 has 11810 (49.2%) zeros | Zeros |
DEUDA_MES_4 has 3264 (13.6%) zeros | Zeros |
DEUDA_MES_5 has 2844 (11.8%) zeros | Zeros |
DEUDA_MES_6 has 2556 (10.7%) zeros | Zeros |
DEUDA_MES_7 has 2287 (9.5%) zeros | Zeros |
DEUDA_MES_8 has 2035 (8.5%) zeros | Zeros |
DEUDA_MES_9 has 1638 (6.8%) zeros | Zeros |
PAGO_MES_4 has 5786 (24.1%) zeros | Zeros |
PAGO_MES_5 has 5384 (22.4%) zeros | Zeros |
PAGO_MES_6 has 5182 (21.6%) zeros | Zeros |
PAGO_MES_7 has 4801 (20.0%) zeros | Zeros |
PAGO_MES_8 has 4284 (17.8%) zeros | Zeros |
PAGO_MES_9 has 4225 (17.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-01 06:16:13.587874 |
|---|---|
| Analysis finished | 2023-04-01 06:17:01.768997 |
| Duration | 48.18 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Cupo_TC
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167828.74 |
| Minimum | 10000 |
|---|---|
| Maximum | 800000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 800000 |
| Range | 790000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129957.24 |
|---|---|
| Coefficient of variation (CV) | 0.7743444 |
| Kurtosis | 0.48624776 |
| Mean | 167828.74 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.98527094 |
| Sum | 4.0278897 × 109 |
| Variance | 1.6888885 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 2659 | 11.1% |
| 20000 | 1583 | 6.6% |
| 30000 | 1292 | 5.4% |
| 80000 | 1257 | 5.2% |
| 200000 | 1214 | 5.1% |
| 150000 | 889 | 3.7% |
| 100000 | 814 | 3.4% |
| 180000 | 791 | 3.3% |
| 360000 | 700 | 2.9% |
| 60000 | 661 | 2.8% |
| Other values (69) | 12140 |
| Value | Count | Frequency (%) |
| 10000 | 392 | 1.6% |
| 16000 | 2 | < 0.1% |
| 20000 | 1583 | |
| 30000 | 1292 | |
| 40000 | 189 | 0.8% |
| 50000 | 2659 | |
| 60000 | 661 | 2.8% |
| 70000 | 597 | 2.5% |
| 80000 | 1257 | |
| 90000 | 526 | 2.2% |
| Value | Count | Frequency (%) |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 760000 | 1 | < 0.1% |
| 750000 | 3 | |
| 730000 | 1 | < 0.1% |
| 720000 | 3 | |
| 710000 | 5 | |
| 700000 | 7 | |
| 690000 | 1 | < 0.1% |
| 680000 | 3 |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 891.0 KiB |
| Femenino | |
|---|---|
| Masculino |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3955417 |
| Min length | 8 |
Characters and Unicode
| Total characters | 201493 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Femenino |
|---|---|
| 2nd row | Femenino |
| 3rd row | Femenino |
| 4th row | Femenino |
| 5th row | Femenino |
Common Values
| Value | Count | Frequency (%) |
| Femenino | 14507 | |
| Masculino | 9493 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| femenino | 14507 | |
| masculino | 9493 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 38507 | |
| e | 29014 | |
| i | 24000 | |
| o | 24000 | |
| F | 14507 | 7.2% |
| m | 14507 | 7.2% |
| M | 9493 | 4.7% |
| a | 9493 | 4.7% |
| s | 9493 | 4.7% |
| c | 9493 | 4.7% |
| Other values (2) | 18986 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 177493 | |
| Uppercase Letter | 24000 | 11.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 38507 | |
| e | 29014 | |
| i | 24000 | |
| o | 24000 | |
| m | 14507 | 8.2% |
| a | 9493 | 5.3% |
| s | 9493 | 5.3% |
| c | 9493 | 5.3% |
| u | 9493 | 5.3% |
| l | 9493 | 5.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 14507 | |
| M | 9493 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 201493 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 38507 | |
| e | 29014 | |
| i | 24000 | |
| o | 24000 | |
| F | 14507 | 7.2% |
| m | 14507 | 7.2% |
| M | 9493 | 4.7% |
| a | 9493 | 4.7% |
| s | 9493 | 4.7% |
| c | 9493 | 4.7% |
| Other values (2) | 18986 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 201493 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 38507 | |
| e | 29014 | |
| i | 24000 | |
| o | 24000 | |
| F | 14507 | 7.2% |
| m | 14507 | 7.2% |
| M | 9493 | 4.7% |
| a | 9493 | 4.7% |
| s | 9493 | 4.7% |
| c | 9493 | 4.7% |
| Other values (2) | 18986 |
EDUCATION
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 891.0 KiB |
| universidad | |
|---|---|
| Posgrado | |
| colegio | |
| 5 | 230 |
| otro | 107 |
| Other values (2) | 52 |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 9.1285 |
| Min length | 1 |
Characters and Unicode
| Total characters | 219084 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | universidad |
|---|---|
| 2nd row | colegio |
| 3rd row | universidad |
| 4th row | colegio |
| 5th row | Posgrado |
Common Values
| Value | Count | Frequency (%) |
| universidad | 11151 | |
| Posgrado | 8493 | |
| colegio | 3967 | 16.5% |
| 5 | 230 | 1.0% |
| otro | 107 | 0.4% |
| 6 | 41 | 0.2% |
| 0 | 11 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| universidad | 11151 | |
| posgrado | 8493 | |
| colegio | 3967 | 16.5% |
| 5 | 230 | 1.0% |
| otro | 107 | 0.4% |
| 6 | 41 | 0.2% |
| 0 | 11 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 30795 | |
| i | 26269 | |
| o | 25134 | |
| r | 19751 | |
| s | 19644 | |
| a | 19644 | |
| e | 15118 | |
| g | 12460 | |
| u | 11151 | 5.1% |
| v | 11151 | 5.1% |
| Other values (8) | 27967 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 210309 | |
| Uppercase Letter | 8493 | 3.9% |
| Decimal Number | 282 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 30795 | |
| i | 26269 | |
| o | 25134 | |
| r | 19751 | |
| s | 19644 | |
| a | 19644 | |
| e | 15118 | |
| g | 12460 | |
| u | 11151 | 5.3% |
| v | 11151 | 5.3% |
| Other values (4) | 19192 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 230 | |
| 6 | 41 | 14.5% |
| 0 | 11 | 3.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 8493 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 218802 | |
| Common | 282 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| d | 30795 | |
| i | 26269 | |
| o | 25134 | |
| r | 19751 | |
| s | 19644 | |
| a | 19644 | |
| e | 15118 | |
| g | 12460 | |
| u | 11151 | 5.1% |
| v | 11151 | 5.1% |
| Other values (5) | 27685 |
Common
| Value | Count | Frequency (%) |
| 5 | 230 | |
| 6 | 41 | 14.5% |
| 0 | 11 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 219084 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| d | 30795 | |
| i | 26269 | |
| o | 25134 | |
| r | 19751 | |
| s | 19644 | |
| a | 19644 | |
| e | 15118 | |
| g | 12460 | |
| u | 11151 | 5.1% |
| v | 11151 | 5.1% |
| Other values (8) | 27967 |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 891.0 KiB |
| soltero_a | |
|---|---|
| Casado | |
| otro | 245 |
| 0 | 49 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 7.563375 |
| Min length | 1 |
Characters and Unicode
| Total characters | 181521 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Casado |
|---|---|
| 2nd row | soltero_a |
| 3rd row | Casado |
| 4th row | Casado |
| 5th row | Casado |
Common Values
| Value | Count | Frequency (%) |
| soltero_a | 12752 | |
| Casado | 10954 | |
| otro | 245 | 1.0% |
| 0 | 49 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| soltero_a | 12752 | |
| casado | 10954 | |
| otro | 245 | 1.0% |
| 0 | 49 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 36948 | |
| a | 34660 | |
| s | 23706 | |
| t | 12997 | 7.2% |
| r | 12997 | 7.2% |
| l | 12752 | 7.0% |
| e | 12752 | 7.0% |
| _ | 12752 | 7.0% |
| C | 10954 | 6.0% |
| d | 10954 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 157766 | |
| Connector Punctuation | 12752 | 7.0% |
| Uppercase Letter | 10954 | 6.0% |
| Decimal Number | 49 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 36948 | |
| a | 34660 | |
| s | 23706 | |
| t | 12997 | 8.2% |
| r | 12997 | 8.2% |
| l | 12752 | 8.1% |
| e | 12752 | 8.1% |
| d | 10954 | 6.9% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 12752 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 10954 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 49 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 168720 | |
| Common | 12801 | 7.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 36948 | |
| a | 34660 | |
| s | 23706 | |
| t | 12997 | 7.7% |
| r | 12997 | 7.7% |
| l | 12752 | 7.6% |
| e | 12752 | 7.6% |
| C | 10954 | 6.5% |
| d | 10954 | 6.5% |
Common
| Value | Count | Frequency (%) |
| _ | 12752 | |
| 0 | 49 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 181521 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 36948 | |
| a | 34660 | |
| s | 23706 | |
| t | 12997 | 7.2% |
| r | 12997 | 7.2% |
| l | 12752 | 7.0% |
| e | 12752 | 7.0% |
| _ | 12752 | 7.0% |
| C | 10954 | 6.0% |
| d | 10954 | 6.0% |
AGE
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.477542 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.2100143 |
|---|---|
| Coefficient of variation (CV) | 0.25960125 |
| Kurtosis | 0.035159016 |
| Mean | 35.477542 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7296463 |
| Sum | 851461 |
| Variance | 84.824363 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1288 | 5.4% |
| 27 | 1197 | 5.0% |
| 28 | 1150 | 4.8% |
| 30 | 1097 | 4.6% |
| 26 | 988 | 4.1% |
| 31 | 969 | 4.0% |
| 25 | 951 | 4.0% |
| 34 | 935 | 3.9% |
| 32 | 920 | 3.8% |
| 33 | 917 | 3.8% |
| Other values (45) | 13588 |
| Value | Count | Frequency (%) |
| 21 | 54 | 0.2% |
| 22 | 443 | 1.8% |
| 23 | 755 | |
| 24 | 896 | |
| 25 | 951 | |
| 26 | 988 | |
| 27 | 1197 | |
| 28 | 1150 | |
| 29 | 1288 | |
| 30 | 1097 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 8 | < 0.1% |
| 69 | 11 | |
| 68 | 4 | < 0.1% |
| 67 | 12 | |
| 66 | 20 |
RETRASO_PAGO_ESTADO_4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.294375 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 13031 |
| Zeros (%) | 54.3% |
| Negative | 8526 |
| Negative (%) | 35.5% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1537723 |
|---|---|
| Coefficient of variation (CV) | -3.9193963 |
| Kurtosis | 3.5576163 |
| Mean | -0.294375 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9719961 |
| Sum | -7065 |
| Variance | 1.3311905 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13031 | |
| -1 | 4566 | 19.0% |
| -2 | 3960 | 16.5% |
| 2 | 2185 | 9.1% |
| 3 | 149 | 0.6% |
| 4 | 41 | 0.2% |
| 7 | 39 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 9 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3960 | 16.5% |
| -1 | 4566 | 19.0% |
| 0 | 13031 | |
| 2 | 2185 | 9.1% |
| 3 | 149 | 0.6% |
| 4 | 41 | 0.2% |
| 5 | 9 | < 0.1% |
| 6 | 19 | 0.1% |
| 7 | 39 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 39 | 0.2% |
| 6 | 19 | 0.1% |
| 5 | 9 | < 0.1% |
| 4 | 41 | 0.2% |
| 3 | 149 | 0.6% |
| 2 | 2185 | 9.1% |
| 0 | 13031 | |
| -1 | 4566 | 19.0% |
| -2 | 3960 | 16.5% |
RETRASO_PAGO_ESTADO_5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.26904167 |
| Minimum | -2 |
|---|---|
| Maximum | 7 |
| Zeros | 13550 |
| Zeros (%) | 56.5% |
| Negative | 8095 |
| Negative (%) | 33.7% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1371216 |
|---|---|
| Coefficient of variation (CV) | -4.226563 |
| Kurtosis | 4.1787636 |
| Mean | -0.26904167 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0417451 |
| Sum | -6457 |
| Variance | 1.2930455 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13550 | |
| -1 | 4430 | 18.5% |
| -2 | 3665 | 15.3% |
| 2 | 2077 | 8.7% |
| 3 | 138 | 0.6% |
| 4 | 71 | 0.3% |
| 7 | 51 | 0.2% |
| 5 | 14 | 0.1% |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3665 | 15.3% |
| -1 | 4430 | 18.5% |
| 0 | 13550 | |
| 2 | 2077 | 8.7% |
| 3 | 138 | 0.6% |
| 4 | 71 | 0.3% |
| 5 | 14 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 51 | 0.2% |
| Value | Count | Frequency (%) |
| 7 | 51 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 14 | 0.1% |
| 4 | 71 | 0.3% |
| 3 | 138 | 0.6% |
| 2 | 2077 | 8.7% |
| 0 | 13550 | |
| -1 | 4430 | 18.5% |
| -2 | 3665 | 15.3% |
RETRASO_PAGO_ESTADO_6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.22325 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 13171 |
| Zeros (%) | 54.9% |
| Negative | 8054 |
| Negative (%) | 33.6% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1726964 |
|---|---|
| Coefficient of variation (CV) | -5.2528392 |
| Kurtosis | 3.7079326 |
| Mean | -0.22325 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0402353 |
| Sum | -5358 |
| Variance | 1.3752167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13171 | |
| -1 | 4565 | 19.0% |
| -2 | 3489 | 14.5% |
| 2 | 2480 | 10.3% |
| 3 | 147 | 0.6% |
| 4 | 62 | 0.3% |
| 7 | 51 | 0.2% |
| 5 | 28 | 0.1% |
| 6 | 5 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3489 | 14.5% |
| -1 | 4565 | 19.0% |
| 0 | 13171 | |
| 1 | 1 | < 0.1% |
| 2 | 2480 | 10.3% |
| 3 | 147 | 0.6% |
| 4 | 62 | 0.3% |
| 5 | 28 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 51 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 51 | 0.2% |
| 6 | 5 | < 0.1% |
| 5 | 28 | 0.1% |
| 4 | 62 | 0.3% |
| 3 | 147 | 0.6% |
| 2 | 2480 | 10.3% |
| 1 | 1 | < 0.1% |
| 0 | 13171 | |
| -1 | 4565 | 19.0% |
RETRASO_PAGO_ESTADO_7
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.17333333 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 12647 |
| Zeros (%) | 52.7% |
| Negative | 8052 |
| Negative (%) | 33.6% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1956233 |
|---|---|
| Coefficient of variation (CV) | -6.8978268 |
| Kurtosis | 2.3109799 |
| Mean | -0.17333333 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.87667459 |
| Sum | -4160 |
| Variance | 1.4295151 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12647 | |
| -1 | 4767 | 19.9% |
| -2 | 3285 | 13.7% |
| 2 | 2992 | 12.5% |
| 3 | 178 | 0.7% |
| 4 | 65 | 0.3% |
| 7 | 25 | 0.1% |
| 6 | 21 | 0.1% |
| 5 | 16 | 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3285 | 13.7% |
| -1 | 4767 | 19.9% |
| 0 | 12647 | |
| 1 | 2 | < 0.1% |
| 2 | 2992 | 12.5% |
| 3 | 178 | 0.7% |
| 4 | 65 | 0.3% |
| 5 | 16 | 0.1% |
| 6 | 21 | 0.1% |
| 7 | 25 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 25 | 0.1% |
| 6 | 21 | 0.1% |
| 5 | 16 | 0.1% |
| 4 | 65 | 0.3% |
| 3 | 178 | 0.7% |
| 2 | 2992 | 12.5% |
| 1 | 2 | < 0.1% |
| 0 | 12647 | |
| -1 | 4767 | 19.9% |
RETRASO_PAGO_ESTADO_8
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.14245833 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 12607 |
| Zeros (%) | 52.5% |
| Negative | 7896 |
| Negative (%) | 32.9% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.194525 |
|---|---|
| Coefficient of variation (CV) | -8.3850837 |
| Kurtosis | 1.6738447 |
| Mean | -0.14245833 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.79652644 |
| Sum | -3419 |
| Variance | 1.4268901 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12607 | |
| -1 | 4818 | 20.1% |
| 2 | 3109 | 13.0% |
| -2 | 3078 | 12.8% |
| 3 | 244 | 1.0% |
| 4 | 76 | 0.3% |
| 1 | 22 | 0.1% |
| 7 | 18 | 0.1% |
| 5 | 17 | 0.1% |
| 6 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3078 | 12.8% |
| -1 | 4818 | 20.1% |
| 0 | 12607 | |
| 1 | 22 | 0.1% |
| 2 | 3109 | 13.0% |
| 3 | 244 | 1.0% |
| 4 | 76 | 0.3% |
| 5 | 17 | 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 18 | 0.1% |
| 6 | 10 | < 0.1% |
| 5 | 17 | 0.1% |
| 4 | 76 | 0.3% |
| 3 | 244 | 1.0% |
| 2 | 3109 | 13.0% |
| 1 | 22 | 0.1% |
| 0 | 12607 | |
| -1 | 4818 | 20.1% |
RETRASO_PAGO_ESTADO_9
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.023708333 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 11810 |
| Zeros (%) | 49.2% |
| Negative | 6784 |
| Negative (%) | 28.3% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.121546 |
|---|---|
| Coefficient of variation (CV) | -47.30598 |
| Kurtosis | 2.8618707 |
| Mean | -0.023708333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.74048891 |
| Sum | -569 |
| Variance | 1.2578653 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11810 | |
| -1 | 4547 | 18.9% |
| 1 | 2956 | 12.3% |
| -2 | 2237 | 9.3% |
| 2 | 2085 | 8.7% |
| 3 | 258 | 1.1% |
| 4 | 55 | 0.2% |
| 5 | 21 | 0.1% |
| 8 | 17 | 0.1% |
| 7 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2237 | 9.3% |
| -1 | 4547 | 18.9% |
| 0 | 11810 | |
| 1 | 2956 | 12.3% |
| 2 | 2085 | 8.7% |
| 3 | 258 | 1.1% |
| 4 | 55 | 0.2% |
| 5 | 21 | 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 17 | 0.1% |
| 7 | 7 | < 0.1% |
| 6 | 7 | < 0.1% |
| 5 | 21 | 0.1% |
| 4 | 55 | 0.2% |
| 3 | 258 | 1.1% |
| 2 | 2085 | 8.7% |
| 1 | 2956 | 12.3% |
| 0 | 11810 | |
| -1 | 4547 | 18.9% |
DEUDA_MES_4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 16967 |
|---|---|
| Distinct (%) | 70.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38585.38 |
| Minimum | -339603 |
|---|---|
| Maximum | 699944 |
| Zeros | 3264 |
| Zeros (%) | 13.6% |
| Negative | 546 |
| Negative (%) | 2.3% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1193.75 |
| median | 16912.5 |
| Q3 | 49010.5 |
| 95-th percentile | 160083.2 |
| Maximum | 699944 |
| Range | 1039547 |
| Interquartile range (IQR) | 47816.75 |
Descriptive statistics
| Standard deviation | 59064.025 |
|---|---|
| Coefficient of variation (CV) | 1.5307359 |
| Kurtosis | 10.657343 |
| Mean | 38585.38 |
| Median Absolute Deviation (MAD) | 16609.5 |
| Skewness | 2.7614405 |
| Sum | 9.2604911 × 108 |
| Variance | 3.488559 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3264 | 13.6% |
| 390 | 172 | 0.7% |
| 780 | 67 | 0.3% |
| 316 | 63 | 0.3% |
| 150 | 57 | 0.2% |
| 326 | 46 | 0.2% |
| 396 | 38 | 0.2% |
| 2400 | 29 | 0.1% |
| 416 | 27 | 0.1% |
| -18 | 27 | 0.1% |
| Other values (16957) | 20210 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -209051 | 1 | |
| -150953 | 1 | |
| -73895 | 1 | |
| -57060 | 1 | |
| -51443 | 1 | |
| -51183 | 1 | |
| -45734 | 1 | |
| -39046 | 1 | |
| -36156 | 1 |
| Value | Count | Frequency (%) |
| 699944 | 1 | |
| 568638 | 1 | |
| 527711 | 1 | |
| 527566 | 1 | |
| 514975 | 1 | |
| 513798 | 1 | |
| 511905 | 1 | |
| 501370 | 1 | |
| 496801 | 1 | |
| 489200 | 1 |
DEUDA_MES_5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 17283 |
|---|---|
| Distinct (%) | 72.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40084.659 |
| Minimum | -37594 |
|---|---|
| Maximum | 823540 |
| Zeros | 2844 |
| Zeros (%) | 11.8% |
| Negative | 521 |
| Negative (%) | 2.2% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -37594 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1700 |
| median | 18068 |
| Q3 | 50092 |
| 95-th percentile | 165077.1 |
| Maximum | 823540 |
| Range | 861134 |
| Interquartile range (IQR) | 48392 |
Descriptive statistics
| Standard deviation | 60254.188 |
|---|---|
| Coefficient of variation (CV) | 1.5031733 |
| Kurtosis | 11.006716 |
| Mean | 40084.659 |
| Median Absolute Deviation (MAD) | 17672 |
| Skewness | 2.8041867 |
| Sum | 9.620318 × 108 |
| Variance | 3.6305672 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2844 | 11.8% |
| 390 | 200 | 0.8% |
| 780 | 78 | 0.3% |
| 316 | 63 | 0.3% |
| 326 | 50 | 0.2% |
| 150 | 48 | 0.2% |
| 396 | 40 | 0.2% |
| 2400 | 36 | 0.1% |
| 2500 | 28 | 0.1% |
| 416 | 28 | 0.1% |
| Other values (17273) | 20585 |
| Value | Count | Frequency (%) |
| -37594 | 1 | |
| -36156 | 1 | |
| -28335 | 1 | |
| -20753 | 1 | |
| -20320 | 1 | |
| -20254 | 1 | |
| -20006 | 1 | |
| -19205 | 1 | |
| -15000 | 1 | |
| -10810 | 1 |
| Value | Count | Frequency (%) |
| 823540 | 1 | |
| 587067 | 1 | |
| 551702 | 1 | |
| 547880 | 1 | |
| 516139 | 1 | |
| 508213 | 1 | |
| 503914 | 1 | |
| 500723 | 1 | |
| 489200 | 1 | |
| 483003 | 1 |
DEUDA_MES_6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 17738 |
|---|---|
| Distinct (%) | 73.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42946.1 |
| Minimum | -34503 |
|---|---|
| Maximum | 706864 |
| Zeros | 2556 |
| Zeros (%) | 10.7% |
| Negative | 553 |
| Negative (%) | 2.3% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -34503 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2215.75 |
| median | 18989.5 |
| Q3 | 54289 |
| 95-th percentile | 172617.95 |
| Maximum | 706864 |
| Range | 741367 |
| Interquartile range (IQR) | 52073.25 |
Descriptive statistics
| Standard deviation | 63618.015 |
|---|---|
| Coefficient of variation (CV) | 1.4813456 |
| Kurtosis | 10.265179 |
| Mean | 42946.1 |
| Median Absolute Deviation (MAD) | 18599.5 |
| Skewness | 2.754728 |
| Sum | 1.0307064 × 109 |
| Variance | 4.0472518 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2556 | 10.7% |
| 390 | 203 | 0.8% |
| 780 | 83 | 0.3% |
| 316 | 59 | 0.2% |
| 326 | 48 | 0.2% |
| 396 | 38 | 0.2% |
| 2400 | 36 | 0.1% |
| 150 | 29 | 0.1% |
| 2500 | 28 | 0.1% |
| 416 | 24 | 0.1% |
| Other values (17728) | 20896 |
| Value | Count | Frequency (%) |
| -34503 | 1 | |
| -27490 | 1 | |
| -24303 | 1 | |
| -22108 | 1 | |
| -20320 | 1 | |
| -17250 | 1 | |
| -15910 | 1 | |
| -15588 | 1 | |
| -15000 | 1 | |
| -10938 | 1 |
| Value | Count | Frequency (%) |
| 706864 | 1 | |
| 616836 | 1 | |
| 572805 | 1 | |
| 569034 | 1 | |
| 563543 | 1 | |
| 542653 | 1 | |
| 541019 | 1 | |
| 530672 | 1 | |
| 518741 | 1 | |
| 516575 | 1 |
DEUDA_MES_7
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18111 |
|---|---|
| Distinct (%) | 75.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46710.166 |
| Minimum | -157264 |
|---|---|
| Maximum | 1664089 |
| Zeros | 2287 |
| Zeros (%) | 9.5% |
| Negative | 532 |
| Negative (%) | 2.2% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2552 |
| median | 20046 |
| Q3 | 59911 |
| 95-th percentile | 186160.3 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57359 |
Descriptive statistics
| Standard deviation | 68904.428 |
|---|---|
| Coefficient of variation (CV) | 1.4751484 |
| Kurtosis | 21.941257 |
| Mean | 46710.166 |
| Median Absolute Deviation (MAD) | 19663 |
| Skewness | 3.1458341 |
| Sum | 1.121044 × 109 |
| Variance | 4.7478201 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2287 | 9.5% |
| 390 | 220 | 0.9% |
| 780 | 62 | 0.3% |
| 316 | 52 | 0.2% |
| 326 | 51 | 0.2% |
| 396 | 42 | 0.2% |
| 2400 | 36 | 0.1% |
| 2500 | 32 | 0.1% |
| 416 | 24 | 0.1% |
| -200 | 23 | 0.1% |
| Other values (18101) | 21171 |
| Value | Count | Frequency (%) |
| -157264 | 1 | |
| -61506 | 1 | |
| -34041 | 1 | |
| -20320 | 1 | |
| -17706 | 1 | |
| -15910 | 1 | |
| -15000 | 1 | |
| -14998 | 1 | |
| -11925 | 1 | |
| -10951 | 1 |
| Value | Count | Frequency (%) |
| 1664089 | 1 | |
| 693131 | 1 | |
| 689643 | 1 | |
| 689627 | 1 | |
| 632041 | 1 | |
| 597415 | 1 | |
| 578971 | 1 | |
| 577957 | 1 | |
| 565550 | 1 | |
| 559712 | 1 |
DEUDA_MES_8
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18370 |
|---|---|
| Distinct (%) | 76.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48808.869 |
| Minimum | -69777 |
|---|---|
| Maximum | 743970 |
| Zeros | 2035 |
| Zeros (%) | 8.5% |
| Negative | 544 |
| Negative (%) | 2.3% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2879.75 |
| median | 20939.5 |
| Q3 | 63358.25 |
| 95-th percentile | 193298.2 |
| Maximum | 743970 |
| Range | 813747 |
| Interquartile range (IQR) | 60478.5 |
Descriptive statistics
| Standard deviation | 70593.223 |
|---|---|
| Coefficient of variation (CV) | 1.4463196 |
| Kurtosis | 9.4099777 |
| Mean | 48808.869 |
| Median Absolute Deviation (MAD) | 20559.5 |
| Skewness | 2.650003 |
| Sum | 1.1714129 × 109 |
| Variance | 4.9834031 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2035 | 8.5% |
| 390 | 186 | 0.8% |
| 326 | 61 | 0.3% |
| 780 | 61 | 0.3% |
| 316 | 59 | 0.2% |
| 396 | 44 | 0.2% |
| 2400 | 38 | 0.2% |
| 2500 | 37 | 0.2% |
| -200 | 28 | 0.1% |
| 416 | 23 | 0.1% |
| Other values (18360) | 21428 |
| Value | Count | Frequency (%) |
| -69777 | 1 | |
| -67526 | 1 | |
| -30000 | 1 | |
| -24704 | 1 | |
| -24702 | 1 | |
| -22960 | 1 | |
| -18618 | 1 | |
| -18088 | 1 | |
| -17810 | 1 | |
| -17710 | 1 |
| Value | Count | Frequency (%) |
| 743970 | 1 | |
| 671563 | 1 | |
| 646770 | 1 | |
| 624475 | 1 | |
| 597793 | 1 | |
| 586825 | 1 | |
| 572834 | 1 | |
| 572677 | 1 | |
| 569577 | 1 | |
| 562316 | 1 |
DEUDA_MES_9
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18677 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50861.993 |
| Minimum | -165580 |
|---|---|
| Maximum | 746814 |
| Zeros | 1638 |
| Zeros (%) | 6.8% |
| Negative | 467 |
| Negative (%) | 1.9% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3456.5 |
| median | 21989.5 |
| Q3 | 66452.75 |
| 95-th percentile | 200823.35 |
| Maximum | 746814 |
| Range | 912394 |
| Interquartile range (IQR) | 62996.25 |
Descriptive statistics
| Standard deviation | 73227.356 |
|---|---|
| Coefficient of variation (CV) | 1.4397264 |
| Kurtosis | 9.1911661 |
| Mean | 50861.993 |
| Median Absolute Deviation (MAD) | 21475 |
| Skewness | 2.6314157 |
| Sum | 1.2206878 × 109 |
| Variance | 5.3622457 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1638 | 6.8% |
| 390 | 192 | 0.8% |
| 780 | 68 | 0.3% |
| 326 | 58 | 0.2% |
| 316 | 52 | 0.2% |
| 2500 | 42 | 0.2% |
| 396 | 40 | 0.2% |
| 2400 | 36 | 0.1% |
| 416 | 23 | 0.1% |
| 1261 | 21 | 0.1% |
| Other values (18667) | 21830 |
| Value | Count | Frequency (%) |
| -165580 | 1 | |
| -14386 | 1 | |
| -11545 | 1 | |
| -9802 | 1 | |
| -9095 | 1 | |
| -8187 | 1 | |
| -7438 | 1 | |
| -6676 | 1 | |
| -6028 | 1 | |
| -6027 | 1 |
| Value | Count | Frequency (%) |
| 746814 | 1 | |
| 653062 | 1 | |
| 630458 | 1 | |
| 626648 | 1 | |
| 613860 | 1 | |
| 610723 | 1 | |
| 608594 | 1 | |
| 588000 | 1 | |
| 581775 | 1 | |
| 580928 | 1 |
PAGO_MES_4
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6016 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5226.2065 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 5786 |
| Zeros (%) | 24.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 99 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17190.65 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3901 |
Descriptive statistics
| Standard deviation | 17725.863 |
|---|---|
| Coefficient of variation (CV) | 3.3917265 |
| Kurtosis | 146.98447 |
| Mean | 5226.2065 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.087805 |
| Sum | 1.2542896 × 108 |
| Variance | 3.1420622 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5786 | |
| 1000 | 1030 | 4.3% |
| 2000 | 1023 | 4.3% |
| 3000 | 729 | 3.0% |
| 5000 | 650 | 2.7% |
| 1500 | 362 | 1.5% |
| 4000 | 332 | 1.4% |
| 10000 | 290 | 1.2% |
| 500 | 194 | 0.8% |
| 6000 | 170 | 0.7% |
| Other values (6006) | 13434 |
| Value | Count | Frequency (%) |
| 0 | 5786 | |
| 1 | 14 | 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 345293 | 1 | |
| 290000 | 1 | |
| 280000 | 1 | |
| 279706 | 1 |
PAGO_MES_5
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 5962 |
|---|---|
| Distinct (%) | 24.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4723.4396 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 5384 |
| Zeros (%) | 22.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 246 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 15963.75 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3754 |
Descriptive statistics
| Standard deviation | 14835.961 |
|---|---|
| Coefficient of variation (CV) | 3.1409232 |
| Kurtosis | 189.31371 |
| Mean | 4723.4396 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.226338 |
| Sum | 1.1336255 × 108 |
| Variance | 2.2010574 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5384 | 22.4% |
| 1000 | 1086 | 4.5% |
| 2000 | 1033 | 4.3% |
| 3000 | 781 | 3.3% |
| 5000 | 644 | 2.7% |
| 1500 | 352 | 1.5% |
| 4000 | 327 | 1.4% |
| 10000 | 272 | 1.1% |
| 500 | 198 | 0.8% |
| 6000 | 195 | 0.8% |
| Other values (5952) | 13728 |
| Value | Count | Frequency (%) |
| 0 | 5384 | |
| 1 | 14 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 6 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 379267 | 1 | |
| 330982 | 1 | |
| 317077 | 1 | |
| 302823 | 1 | |
| 300000 | 1 | |
| 287982 | 1 | |
| 284069 | 1 |
PAGO_MES_6
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6036 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4740.7755 |
| Minimum | 0 |
|---|---|
| Maximum | 432130 |
| Zeros | 5182 |
| Zeros (%) | 21.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 290 |
| median | 1500 |
| Q3 | 4000.25 |
| 95-th percentile | 16000 |
| Maximum | 432130 |
| Range | 432130 |
| Interquartile range (IQR) | 3710.25 |
Descriptive statistics
| Standard deviation | 14429.99 |
|---|---|
| Coefficient of variation (CV) | 3.0438036 |
| Kurtosis | 153.34444 |
| Mean | 4740.7755 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.227704 |
| Sum | 1.1377861 × 108 |
| Variance | 2.082246 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5182 | 21.6% |
| 1000 | 1109 | 4.6% |
| 2000 | 959 | 4.0% |
| 3000 | 718 | 3.0% |
| 5000 | 633 | 2.6% |
| 1500 | 349 | 1.5% |
| 4000 | 331 | 1.4% |
| 10000 | 264 | 1.1% |
| 2500 | 210 | 0.9% |
| 500 | 209 | 0.9% |
| Other values (6026) | 14036 |
| Value | Count | Frequency (%) |
| 0 | 5182 | |
| 1 | 18 | 0.1% |
| 2 | 17 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 16 | 0.1% |
| 5 | 10 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 10 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 432130 | 1 | |
| 330982 | 1 | |
| 320008 | 1 | |
| 313094 | 1 | |
| 292962 | 1 | |
| 281225 | 1 | |
| 280695 | 1 | |
| 265852 | 1 | |
| 256662 | 1 | |
| 253009 | 1 |
PAGO_MES_7
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6476 |
|---|---|
| Distinct (%) | 27.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5099.7523 |
| Minimum | 0 |
|---|---|
| Maximum | 508229 |
| Zeros | 4801 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1777 |
| Q3 | 4402 |
| 95-th percentile | 17385.5 |
| Maximum | 508229 |
| Range | 508229 |
| Interquartile range (IQR) | 4012 |
Descriptive statistics
| Standard deviation | 16038.155 |
|---|---|
| Coefficient of variation (CV) | 3.1448891 |
| Kurtosis | 206.44852 |
| Mean | 5099.7523 |
| Median Absolute Deviation (MAD) | 1765 |
| Skewness | 11.805573 |
| Sum | 1.2239406 × 108 |
| Variance | 2.5722243 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4801 | 20.0% |
| 2000 | 1009 | 4.2% |
| 1000 | 879 | 3.7% |
| 3000 | 711 | 3.0% |
| 5000 | 581 | 2.4% |
| 1500 | 402 | 1.7% |
| 4000 | 314 | 1.3% |
| 10000 | 249 | 1.0% |
| 2500 | 196 | 0.8% |
| 1200 | 196 | 0.8% |
| Other values (6466) | 14662 |
| Value | Count | Frequency (%) |
| 0 | 4801 | |
| 1 | 9 | < 0.1% |
| 2 | 16 | 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 11 | < 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 10 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 508229 | 1 | |
| 400972 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 344261 | 1 | |
| 338394 | 1 | |
| 332809 | 1 | |
| 326974 | 1 |
PAGO_MES_8
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 6829 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5906.9451 |
| Minimum | 0 |
|---|---|
| Maximum | 1684259 |
| Zeros | 4284 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 850 |
| median | 2007.5 |
| Q3 | 5000 |
| 95-th percentile | 19000.05 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4150 |
Descriptive statistics
| Standard deviation | 22312.903 |
|---|---|
| Coefficient of variation (CV) | 3.7774014 |
| Kurtosis | 1786.3198 |
| Mean | 5906.9451 |
| Median Absolute Deviation (MAD) | 1992.5 |
| Skewness | 30.503173 |
| Sum | 1.4176668 × 108 |
| Variance | 4.9786562 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4284 | 17.8% |
| 2000 | 1032 | 4.3% |
| 3000 | 714 | 3.0% |
| 5000 | 570 | 2.4% |
| 1000 | 459 | 1.9% |
| 1500 | 408 | 1.7% |
| 4000 | 331 | 1.4% |
| 10000 | 244 | 1.0% |
| 6000 | 232 | 1.0% |
| 2500 | 204 | 0.9% |
| Other values (6819) | 15522 |
| Value | Count | Frequency (%) |
| 0 | 4284 | |
| 1 | 7 | < 0.1% |
| 2 | 12 | 0.1% |
| 3 | 12 | 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 16 | 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 10 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1684259 | 1 | |
| 1227082 | 1 | |
| 580464 | 1 | |
| 415552 | 1 | |
| 401003 | 1 | |
| 388126 | 1 | |
| 385228 | 1 | |
| 384986 | 1 | |
| 368199 | 1 | |
| 361560 | 1 |
PAGO_MES_9
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6892 |
|---|---|
| Distinct (%) | 28.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5654.719 |
| Minimum | 0 |
|---|---|
| Maximum | 505000 |
| Zeros | 4225 |
| Zeros (%) | 17.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 891.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 974 |
| median | 2100 |
| Q3 | 5004 |
| 95-th percentile | 18261 |
| Maximum | 505000 |
| Range | 505000 |
| Interquartile range (IQR) | 4030 |
Descriptive statistics
| Standard deviation | 16149.946 |
|---|---|
| Coefficient of variation (CV) | 2.8560121 |
| Kurtosis | 208.91859 |
| Mean | 5654.719 |
| Median Absolute Deviation (MAD) | 1926 |
| Skewness | 11.710893 |
| Sum | 1.3571326 × 108 |
| Variance | 2.6082075 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4225 | 17.6% |
| 2000 | 1102 | 4.6% |
| 3000 | 718 | 3.0% |
| 5000 | 562 | 2.3% |
| 1500 | 400 | 1.7% |
| 4000 | 342 | 1.4% |
| 10000 | 328 | 1.4% |
| 1000 | 298 | 1.2% |
| 6000 | 236 | 1.0% |
| 2500 | 236 | 1.0% |
| Other values (6882) | 15553 |
| Value | Count | Frequency (%) |
| 0 | 4225 | |
| 1 | 8 | < 0.1% |
| 2 | 13 | 0.1% |
| 3 | 13 | 0.1% |
| 4 | 12 | 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 505000 | 1 | |
| 493358 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 302000 | 1 | |
| 300000 | 1 | |
| 298887 | 1 |
default payment next month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 891.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18715 | |
| 1 | 5285 | 22.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18715 | |
| 1 | 5285 | 22.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18715 | |
| 1 | 5285 | 22.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18715 | |
| 1 | 5285 | 22.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18715 | |
| 1 | 5285 | 22.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18715 | |
| 1 | 5285 | 22.0% |
| Cupo_TC | AGE | RETRASO_PAGO_ESTADO_4 | RETRASO_PAGO_ESTADO_5 | RETRASO_PAGO_ESTADO_6 | RETRASO_PAGO_ESTADO_7 | RETRASO_PAGO_ESTADO_8 | RETRASO_PAGO_ESTADO_9 | DEUDA_MES_4 | DEUDA_MES_5 | DEUDA_MES_6 | DEUDA_MES_7 | DEUDA_MES_8 | DEUDA_MES_9 | PAGO_MES_4 | PAGO_MES_5 | PAGO_MES_6 | PAGO_MES_7 | PAGO_MES_8 | PAGO_MES_9 | SEX | EDUCATION | MARRIAGE | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cupo_TC | 1.000 | 0.187 | -0.268 | -0.287 | -0.312 | -0.338 | -0.351 | -0.305 | 0.085 | 0.078 | 0.069 | 0.058 | 0.044 | 0.050 | 0.316 | 0.293 | 0.279 | 0.284 | 0.281 | 0.271 | 0.087 | 0.114 | 0.068 | 0.164 |
| AGE | 0.187 | 1.000 | -0.078 | -0.082 | -0.080 | -0.085 | -0.085 | -0.066 | 0.002 | 0.001 | -0.001 | 0.003 | 0.002 | 0.003 | 0.041 | 0.039 | 0.038 | 0.036 | 0.046 | 0.035 | 0.091 | 0.114 | 0.286 | 0.044 |
| RETRASO_PAGO_ESTADO_4 | -0.268 | -0.078 | 1.000 | 0.820 | 0.734 | 0.674 | 0.638 | 0.462 | 0.629 | 0.665 | 0.606 | 0.562 | 0.525 | 0.492 | 0.200 | 0.146 | 0.285 | 0.240 | 0.204 | 0.180 | 0.045 | 0.070 | 0.029 | 0.247 |
| RETRASO_PAGO_ESTADO_5 | -0.287 | -0.082 | 0.820 | 1.000 | 0.824 | 0.722 | 0.679 | 0.485 | 0.580 | 0.619 | 0.650 | 0.590 | 0.541 | 0.505 | 0.175 | 0.192 | 0.109 | 0.265 | 0.226 | 0.178 | 0.054 | 0.073 | 0.032 | 0.272 |
| RETRASO_PAGO_ESTADO_6 | -0.312 | -0.080 | 0.734 | 0.824 | 1.000 | 0.803 | 0.717 | 0.516 | 0.536 | 0.564 | 0.597 | 0.621 | 0.561 | 0.517 | 0.146 | 0.168 | 0.147 | 0.080 | 0.250 | 0.190 | 0.064 | 0.078 | 0.035 | 0.283 |
| RETRASO_PAGO_ESTADO_7 | -0.338 | -0.085 | 0.674 | 0.722 | 0.803 | 1.000 | 0.801 | 0.545 | 0.487 | 0.510 | 0.536 | 0.559 | 0.591 | 0.528 | 0.101 | 0.131 | 0.122 | 0.112 | 0.044 | 0.219 | 0.069 | 0.086 | 0.030 | 0.298 |
| RETRASO_PAGO_ESTADO_8 | -0.351 | -0.085 | 0.638 | 0.679 | 0.717 | 0.801 | 1.000 | 0.625 | 0.461 | 0.479 | 0.499 | 0.519 | 0.552 | 0.573 | 0.085 | 0.105 | 0.096 | 0.094 | 0.088 | 0.026 | 0.069 | 0.089 | 0.032 | 0.342 |
| RETRASO_PAGO_ESTADO_9 | -0.305 | -0.066 | 0.462 | 0.485 | 0.516 | 0.545 | 0.625 | 1.000 | 0.288 | 0.296 | 0.305 | 0.310 | 0.326 | 0.311 | -0.045 | -0.026 | -0.037 | -0.050 | -0.061 | -0.098 | 0.062 | 0.082 | 0.034 | 0.424 |
| DEUDA_MES_4 | 0.085 | 0.002 | 0.629 | 0.580 | 0.536 | 0.487 | 0.461 | 0.288 | 1.000 | 0.903 | 0.849 | 0.804 | 0.767 | 0.737 | 0.531 | 0.672 | 0.570 | 0.526 | 0.491 | 0.461 | 0.024 | 0.017 | 0.017 | 0.007 |
| DEUDA_MES_5 | 0.078 | 0.001 | 0.665 | 0.619 | 0.564 | 0.510 | 0.479 | 0.296 | 0.903 | 1.000 | 0.905 | 0.851 | 0.805 | 0.772 | 0.510 | 0.532 | 0.649 | 0.557 | 0.523 | 0.488 | 0.021 | 0.023 | 0.018 | 0.023 |
| DEUDA_MES_6 | 0.069 | -0.001 | 0.606 | 0.650 | 0.597 | 0.536 | 0.499 | 0.305 | 0.849 | 0.905 | 1.000 | 0.907 | 0.851 | 0.811 | 0.482 | 0.512 | 0.507 | 0.640 | 0.561 | 0.518 | 0.018 | 0.028 | 0.015 | 0.018 |
| DEUDA_MES_7 | 0.058 | 0.003 | 0.562 | 0.590 | 0.621 | 0.559 | 0.519 | 0.310 | 0.804 | 0.851 | 0.907 | 1.000 | 0.908 | 0.859 | 0.460 | 0.483 | 0.489 | 0.501 | 0.641 | 0.554 | 0.018 | 0.047 | 0.015 | 0.000 |
| DEUDA_MES_8 | 0.044 | 0.002 | 0.525 | 0.541 | 0.561 | 0.591 | 0.552 | 0.326 | 0.767 | 0.805 | 0.851 | 0.908 | 1.000 | 0.911 | 0.431 | 0.455 | 0.462 | 0.475 | 0.500 | 0.639 | 0.047 | 0.066 | 0.025 | 0.035 |
| DEUDA_MES_9 | 0.050 | 0.003 | 0.492 | 0.505 | 0.517 | 0.528 | 0.573 | 0.311 | 0.737 | 0.772 | 0.811 | 0.859 | 0.911 | 1.000 | 0.412 | 0.433 | 0.442 | 0.448 | 0.475 | 0.505 | 0.041 | 0.066 | 0.022 | 0.021 |
| PAGO_MES_4 | 0.316 | 0.041 | 0.200 | 0.175 | 0.146 | 0.101 | 0.085 | -0.045 | 0.531 | 0.510 | 0.482 | 0.460 | 0.431 | 0.412 | 1.000 | 0.551 | 0.547 | 0.508 | 0.495 | 0.457 | 0.009 | 0.019 | 0.000 | 0.032 |
| PAGO_MES_5 | 0.293 | 0.039 | 0.146 | 0.192 | 0.168 | 0.131 | 0.105 | -0.026 | 0.672 | 0.532 | 0.512 | 0.483 | 0.455 | 0.433 | 0.551 | 1.000 | 0.536 | 0.538 | 0.503 | 0.473 | 0.014 | 0.011 | 0.011 | 0.032 |
| PAGO_MES_6 | 0.279 | 0.038 | 0.285 | 0.109 | 0.147 | 0.122 | 0.096 | -0.037 | 0.570 | 0.649 | 0.507 | 0.489 | 0.462 | 0.442 | 0.547 | 0.536 | 1.000 | 0.518 | 0.523 | 0.489 | 0.017 | 0.002 | 0.000 | 0.035 |
| PAGO_MES_7 | 0.284 | 0.036 | 0.240 | 0.265 | 0.080 | 0.112 | 0.094 | -0.050 | 0.526 | 0.557 | 0.640 | 0.501 | 0.475 | 0.448 | 0.508 | 0.538 | 0.518 | 1.000 | 0.522 | 0.523 | 0.012 | 0.023 | 0.000 | 0.036 |
| PAGO_MES_8 | 0.281 | 0.046 | 0.204 | 0.226 | 0.250 | 0.044 | 0.088 | -0.061 | 0.491 | 0.523 | 0.561 | 0.641 | 0.500 | 0.475 | 0.495 | 0.503 | 0.523 | 0.522 | 1.000 | 0.514 | 0.000 | 0.000 | 0.000 | 0.009 |
| PAGO_MES_9 | 0.271 | 0.035 | 0.180 | 0.178 | 0.190 | 0.219 | 0.026 | -0.098 | 0.461 | 0.488 | 0.518 | 0.554 | 0.639 | 0.505 | 0.457 | 0.473 | 0.489 | 0.523 | 0.514 | 1.000 | 0.000 | 0.007 | 0.000 | 0.039 |
| SEX | 0.087 | 0.091 | 0.045 | 0.054 | 0.064 | 0.069 | 0.069 | 0.062 | 0.024 | 0.021 | 0.018 | 0.018 | 0.047 | 0.041 | 0.009 | 0.014 | 0.017 | 0.012 | 0.000 | 0.000 | 1.000 | 0.027 | 0.027 | 0.041 |
| EDUCATION | 0.114 | 0.114 | 0.070 | 0.073 | 0.078 | 0.086 | 0.089 | 0.082 | 0.017 | 0.023 | 0.028 | 0.047 | 0.066 | 0.066 | 0.019 | 0.011 | 0.002 | 0.023 | 0.000 | 0.007 | 0.027 | 1.000 | 0.115 | 0.072 |
| MARRIAGE | 0.068 | 0.286 | 0.029 | 0.032 | 0.035 | 0.030 | 0.032 | 0.034 | 0.017 | 0.018 | 0.015 | 0.015 | 0.025 | 0.022 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.115 | 1.000 | 0.029 |
| default payment next month | 0.164 | 0.044 | 0.247 | 0.272 | 0.283 | 0.298 | 0.342 | 0.424 | 0.007 | 0.023 | 0.018 | 0.000 | 0.035 | 0.021 | 0.032 | 0.032 | 0.035 | 0.036 | 0.009 | 0.039 | 0.041 | 0.072 | 0.029 | 1.000 |
| Cupo_TC | SEX | EDUCATION | MARRIAGE | AGE | RETRASO_PAGO_ESTADO_4 | RETRASO_PAGO_ESTADO_5 | RETRASO_PAGO_ESTADO_6 | RETRASO_PAGO_ESTADO_7 | RETRASO_PAGO_ESTADO_8 | RETRASO_PAGO_ESTADO_9 | DEUDA_MES_4 | DEUDA_MES_5 | DEUDA_MES_6 | DEUDA_MES_7 | DEUDA_MES_8 | DEUDA_MES_9 | PAGO_MES_4 | PAGO_MES_5 | PAGO_MES_6 | PAGO_MES_7 | PAGO_MES_8 | PAGO_MES_9 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENT_ID | ||||||||||||||||||||||||
| 29c55f5f-0da7-43ec-ba1b-b60592689825 | 270000 | Femenino | universidad | Casado | 28 | 0 | 0 | 0 | 0 | 0 | 0 | 92618 | 94062 | 263516 | 308133 | 298700 | 322249 | 5000 | 4000 | 5000 | 12000 | 13000 | 10000 | 0 |
| f818136a-138f-4578-a0bb-41605b67e0e5 | 80000 | Femenino | colegio | soltero_a | 52 | -1 | 0 | 0 | 0 | 0 | 0 | 7432 | 18306 | 30470 | 36060 | 39508 | 42635 | 0 | 7432 | 366 | 1200 | 1740 | 1623 | 0 |
| bef609a9-f9c5-4870-be7f-cb20e70f7e92 | 210000 | Femenino | universidad | Casado | 36 | 0 | 0 | 0 | 0 | 0 | 0 | 131629 | 147993 | 148190 | 144415 | 142996 | 143225 | 4700 | 4544 | 5900 | 6000 | 5082 | 6483 | 0 |
| 2ba3a218-4792-4672-82c7-4b0953101d41 | 230000 | Femenino | colegio | Casado | 44 | -1 | -1 | -1 | -1 | -1 | -1 | 17425 | 15121 | 6222 | 4987 | 11632 | 54798 | 17007 | 17425 | 15121 | 6222 | 4987 | 11632 | 0 |
| 723e61b4-d151-4368-b129-468417fd930c | 130000 | Femenino | Posgrado | Casado | 36 | 0 | 0 | 0 | 0 | 0 | 0 | 92394 | 90556 | 94623 | 103942 | 107070 | 129689 | 4000 | 3500 | 4000 | 5000 | 4400 | 5000 | 0 |
| f689cc58-4331-40ba-ae4b-c43e649cb9e8 | 470000 | Femenino | universidad | Casado | 35 | 0 | 0 | 0 | 0 | 0 | 0 | 57368 | 59563 | 61500 | 59307 | 57920 | 64875 | 1600 | 3000 | 2200 | 3016 | 3000 | 2505 | 0 |
| 5366b666-0978-4843-9ad0-a23993b94edd | 800000 | Masculino | universidad | Casado | 53 | -1 | 0 | 0 | -1 | -1 | -1 | 9339 | 12590 | 40814 | 64535 | 5552 | 7639 | 63482 | 9366 | 247 | 131 | 64657 | 11145 | 0 |
| 92825b72-b828-419b-b2b1-0c4791769558 | 20000 | Masculino | universidad | soltero_a | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 15298 | 13534 | 10717 | 19812 | 20221 | 19149 | 399 | 2000 | 3000 | 1000 | 1201 | 1392 | 0 |
| bd9b31c5-e0d6-4555-afab-ed6753d6afb8 | 40000 | Masculino | colegio | soltero_a | 43 | 7 | 7 | 7 | 7 | 2 | 2 | 2400 | 2400 | 2400 | 2400 | 2400 | 2400 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 2c304969-82e6-4981-b2e2-af1f1977b47f | 10000 | Masculino | universidad | soltero_a | 23 | 7 | 7 | 7 | 7 | 2 | 2 | 2400 | 2400 | 2400 | 2400 | 2400 | 2400 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| Cupo_TC | SEX | EDUCATION | MARRIAGE | AGE | RETRASO_PAGO_ESTADO_4 | RETRASO_PAGO_ESTADO_5 | RETRASO_PAGO_ESTADO_6 | RETRASO_PAGO_ESTADO_7 | RETRASO_PAGO_ESTADO_8 | RETRASO_PAGO_ESTADO_9 | DEUDA_MES_4 | DEUDA_MES_5 | DEUDA_MES_6 | DEUDA_MES_7 | DEUDA_MES_8 | DEUDA_MES_9 | PAGO_MES_4 | PAGO_MES_5 | PAGO_MES_6 | PAGO_MES_7 | PAGO_MES_8 | PAGO_MES_9 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENT_ID | ||||||||||||||||||||||||
| 6089e156-cb40-4811-9b13-236fad90b2a7 | 160000 | Femenino | Posgrado | Casado | 28 | 0 | 0 | 0 | 2 | 3 | 1 | 0 | 780 | 780 | 1170 | 4269 | 4529 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| f733ac93-7080-4f65-a266-4a6d27f22de3 | 60000 | Masculino | colegio | Casado | 38 | 0 | 0 | 2 | 2 | 2 | 2 | 28147 | 25212 | 24404 | 25086 | 32232 | 33044 | 2600 | 3500 | 1500 | 0 | 4000 | 0 | 1 |
| 4fcb4e53-1415-4975-8361-9432d6523ec8 | 70000 | Femenino | colegio | soltero_a | 26 | 0 | 0 | 0 | 0 | 0 | 0 | 12302 | 13408 | 11578 | 10030 | 8361 | 7139 | 2000 | 1000 | 2000 | 2000 | 2000 | 1500 | 1 |
| 484bec12-e125-464a-b7a8-09487d4122e2 | 320000 | Masculino | universidad | Casado | 39 | 0 | 0 | -1 | -1 | 0 | 0 | 96900 | 258800 | 131916 | 189018 | 0 | 310243 | 45313 | 193800 | 130400 | 132846 | 189018 | 0 | 0 |
| ed7853ab-7987-43b2-8b83-8228832c57b3 | 380000 | Femenino | Posgrado | Casado | 43 | 0 | 0 | 0 | 0 | 0 | 0 | 86661 | 84087 | 101323 | 102551 | 114627 | 121868 | 5000 | 5000 | 5000 | 5000 | 5000 | 6000 | 0 |
| ba2501de-d42f-428d-8dff-0165f0e30911 | 280000 | Masculino | universidad | soltero_a | 45 | 0 | 0 | 0 | -1 | 0 | 0 | 96425 | 111454 | 136249 | 191493 | 26031 | 170678 | 3000 | 5000 | 5002 | 5003 | 208141 | 7000 | 0 |
| ce703c87-fa0d-45e6-bc88-8c1db81a9b35 | 180000 | Femenino | universidad | Casado | 46 | 0 | 0 | 0 | 0 | 2 | 1 | 30680 | 23123 | 26574 | 27555 | 30711 | 35916 | 0 | 13000 | 1123 | 7504 | 1300 | 1711 | 0 |
| 43e0e2f5-6a83-4abe-a18f-622fc311f33a | 180000 | Masculino | universidad | Casado | 35 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 33370 | 33370 | 31570 | 31293 | 32082 | 0 | 0 | 0 | 2200 | 1400 | 0 | 0 |
| bed46468-6870-4604-8c13-5fdde25c0462 | 320000 | Masculino | universidad | soltero_a | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 25880 | 26318 | 26875 | 30737 | 30282 | 29668 | 703 | 751 | 742 | 739 | 1224 | 1353 | 0 |
| 3572ab87-7de9-4a74-9e06-3db4990fc796 | 260000 | Femenino | universidad | soltero_a | 40 | -2 | -2 | -2 | -2 | -1 | -1 | 0 | 0 | 0 | 0 | 1085 | 1022 | 300 | 0 | 0 | 0 | 0 | 1085 | 0 |
Most frequently occurring
| Cupo_TC | SEX | EDUCATION | MARRIAGE | AGE | RETRASO_PAGO_ESTADO_4 | RETRASO_PAGO_ESTADO_5 | RETRASO_PAGO_ESTADO_6 | RETRASO_PAGO_ESTADO_7 | RETRASO_PAGO_ESTADO_8 | RETRASO_PAGO_ESTADO_9 | DEUDA_MES_4 | DEUDA_MES_5 | DEUDA_MES_6 | DEUDA_MES_7 | DEUDA_MES_8 | DEUDA_MES_9 | PAGO_MES_4 | PAGO_MES_5 | PAGO_MES_6 | PAGO_MES_7 | PAGO_MES_8 | PAGO_MES_9 | default payment next month | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20000 | Masculino | universidad | soltero_a | 24 | 4 | 4 | 4 | 4 | 2 | 2 | 1650 | 1650 | 1650 | 1650 | 1650 | 1650 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 1 | 50000 | Femenino | Posgrado | soltero_a | 23 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 2 | 50000 | Masculino | universidad | soltero_a | 26 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 3 | 80000 | Femenino | universidad | soltero_a | 25 | -2 | -2 | -2 | -2 | -2 | -2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 4 | 90000 | Femenino | Posgrado | soltero_a | 31 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 5 | 100000 | Femenino | universidad | Casado | 49 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 6 | 140000 | Masculino | Posgrado | soltero_a | 29 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 7 | 150000 | Femenino | Posgrado | Casado | 38 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| 8 | 150000 | Femenino | Posgrado | soltero_a | 28 | -2 | -2 | -2 | -2 | -2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 9 | 160000 | Masculino | universidad | soltero_a | 28 | -2 | -2 | -2 | -2 | -2 | -2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |